Dataset statistics
| Number of variables | 8 |
|---|---|
| Number of observations | 500 |
| Missing cells | 7 |
| Missing cells (%) | 0.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 302.8 KiB |
| Average record size in memory | 620.2 B |
Variable types
| Text | 3 |
|---|---|
| Numeric | 5 |
Length_of_Membership is highly overall correlated with Yearly_Amount_Spent | High correlation |
Yearly_Amount_Spent is highly overall correlated with Length_of_Membership | High correlation |
Email has unique values | Unique |
Address has unique values | Unique |
Avg._Session_Length has unique values | Unique |
Length_of_Membership has unique values | Unique |
Yearly_Amount_Spent has unique values | Unique |
Reproduction
| Analysis started | 2023-09-07 17:41:16.921388 |
|---|---|
| Analysis finished | 2023-09-07 17:43:48.647376 |
| Duration | 2 minutes and 31.73 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
Email
Text
UNIQUE 
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.7 KiB |
Length
| Max length | 39 |
|---|---|
| Median length | 34 |
| Mean length | 21.962 |
| Min length | 13 |
Characters and Unicode
| Total characters | 10981 |
|---|---|
| Distinct characters | 39 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 500 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | mstephenson@fernandez.com |
|---|---|
| 2nd row | hduke@hotmail.com |
| 3rd row | pallen@yahoo.com |
| 4th row | riverarebecca@gmail.com |
| 5th row | mstephens@davidson-herman.com |
| Value | Count | Frequency (%) |
| mstephenson@fernandez.com | 1 | 0.2% |
| jstark@anderson.com | 1 | 0.2% |
| pallen@yahoo.com | 1 | 0.2% |
| riverarebecca@gmail.com | 1 | 0.2% |
| mstephens@davidson-herman.com | 1 | 0.2% |
| alvareznancy@lucas.biz | 1 | 0.2% |
| katherine20@yahoo.com | 1 | 0.2% |
| awatkins@yahoo.com | 1 | 0.2% |
| vchurch@walter-martinez.com | 1 | 0.2% |
| bonnie69@lin.biz | 1 | 0.2% |
| Other values (490) | 490 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1098 | 10.0% |
| a | 980 | 8.9% |
| m | 804 | 7.3% |
| e | 738 | 6.7% |
| n | 648 | 5.9% |
| c | 632 | 5.8% |
| i | 630 | 5.7% |
| r | 619 | 5.6% |
| l | 603 | 5.5% |
| . | 500 | 4.6% |
| Other values (29) | 3729 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9627 | |
| Other Punctuation | 1000 | 9.1% |
| Decimal Number | 270 | 2.5% |
| Dash Punctuation | 84 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 1098 | |
| a | 980 | |
| m | 804 | 8.4% |
| e | 738 | 7.7% |
| n | 648 | 6.7% |
| c | 632 | 6.6% |
| i | 630 | 6.5% |
| r | 619 | 6.4% |
| l | 603 | 6.3% |
| h | 462 | 4.8% |
| Other values (16) | 2413 |
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 39 | |
| 2 | 36 | |
| 6 | 31 | |
| 5 | 30 | |
| 0 | 28 | |
| 4 | 27 | |
| 9 | 26 | |
| 1 | 19 | |
| 3 | 19 | |
| 7 | 15 | 5.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 500 | |
| @ | 500 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 84 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9627 | |
| Common | 1354 | 12.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 1098 | |
| a | 980 | |
| m | 804 | 8.4% |
| e | 738 | 7.7% |
| n | 648 | 6.7% |
| c | 632 | 6.6% |
| i | 630 | 6.5% |
| r | 619 | 6.4% |
| l | 603 | 6.3% |
| h | 462 | 4.8% |
| Other values (16) | 2413 |
Common
| Value | Count | Frequency (%) |
| . | 500 | |
| @ | 500 | |
| - | 84 | 6.2% |
| 8 | 39 | 2.9% |
| 2 | 36 | 2.7% |
| 6 | 31 | 2.3% |
| 5 | 30 | 2.2% |
| 0 | 28 | 2.1% |
| 4 | 27 | 2.0% |
| 9 | 26 | 1.9% |
| Other values (3) | 53 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10981 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 1098 | 10.0% |
| a | 980 | 8.9% |
| m | 804 | 7.3% |
| e | 738 | 6.7% |
| n | 648 | 5.9% |
| c | 632 | 5.8% |
| i | 630 | 5.7% |
| r | 619 | 5.6% |
| l | 603 | 5.5% |
| . | 500 | 4.6% |
| Other values (29) | 3729 |
Address
Text
UNIQUE 
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 50.9 KiB |
Length
| Max length | 67 |
|---|---|
| Median length | 55 |
| Mean length | 46.956 |
| Min length | 23 |
Characters and Unicode
| Total characters | 23478 |
|---|---|
| Distinct characters | 66 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 500 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 835 Frank Tunnel Wrightmouth, MI 82180-9605 |
|---|---|
| 2nd row | 4547 Archer Common Diazchester, CA 06566-8576 |
| 3rd row | 24645 Valerie Unions Suite 582 Cobbborough, DC 99414-7564 |
| 4th row | 1414 David Throughway Port Jason, OH 22070-1220 |
| 5th row | 14023 Rodriguez Passage Port Jacobville, PR 37242-1057 |
| Value | Count | Frequency (%) |
| apt | 125 | 3.4% |
| suite | 117 | 3.1% |
| lake | 43 | 1.2% |
| north | 37 | 1.0% |
| port | 33 | 0.9% |
| box | 33 | 0.9% |
| south | 32 | 0.9% |
| new | 31 | 0.8% |
| east | 30 | 0.8% |
| west | 28 | 0.8% |
| Other values (2137) | 3220 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2729 | 11.6% | |
| e | 1233 | 5.3% |
| a | 920 | 3.9% |
| t | 915 | 3.9% |
| r | 863 | 3.7% |
| o | 734 | 3.1% |
| i | 712 | 3.0% |
| 3 | 674 | 2.9% |
| 7 | 653 | 2.8% |
| 6 | 653 | 2.8% |
| Other values (56) | 13392 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9874 | |
| Decimal Number | 6383 | |
| Uppercase Letter | 3133 | 13.3% |
| Space Separator | 2729 | 11.6% |
| Other Punctuation | 595 | 2.5% |
| Control | 500 | 2.1% |
| Dash Punctuation | 264 | 1.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1233 | |
| a | 920 | |
| t | 915 | |
| r | 863 | 8.7% |
| o | 734 | 7.4% |
| i | 712 | 7.2% |
| n | 649 | 6.6% |
| s | 617 | 6.2% |
| l | 503 | 5.1% |
| h | 445 | 4.5% |
| Other values (16) | 2283 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 379 | 12.1% |
| S | 347 | 11.1% |
| M | 240 | 7.7% |
| P | 218 | 7.0% |
| C | 185 | 5.9% |
| N | 177 | 5.6% |
| L | 138 | 4.4% |
| D | 127 | 4.1% |
| J | 125 | 4.0% |
| R | 120 | 3.8% |
| Other values (15) | 1077 |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 674 | |
| 7 | 653 | |
| 6 | 653 | |
| 2 | 647 | |
| 1 | 643 | |
| 0 | 640 | |
| 4 | 630 | |
| 8 | 624 | |
| 9 | 621 | |
| 5 | 598 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 470 | |
| . | 125 | 21.0% |
Space Separator
| Value | Count | Frequency (%) |
| 2729 |
Control
| Value | Count | Frequency (%) |
| 500 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 264 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 13007 | |
| Common | 10471 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1233 | 9.5% |
| a | 920 | 7.1% |
| t | 915 | 7.0% |
| r | 863 | 6.6% |
| o | 734 | 5.6% |
| i | 712 | 5.5% |
| n | 649 | 5.0% |
| s | 617 | 4.7% |
| l | 503 | 3.9% |
| h | 445 | 3.4% |
| Other values (41) | 5416 |
Common
| Value | Count | Frequency (%) |
| 2729 | ||
| 3 | 674 | 6.4% |
| 7 | 653 | 6.2% |
| 6 | 653 | 6.2% |
| 2 | 647 | 6.2% |
| 1 | 643 | 6.1% |
| 0 | 640 | 6.1% |
| 4 | 630 | 6.0% |
| 8 | 624 | 6.0% |
| 9 | 621 | 5.9% |
| Other values (5) | 1957 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23478 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2729 | 11.6% | |
| e | 1233 | 5.3% |
| a | 920 | 3.9% |
| t | 915 | 3.9% |
| r | 863 | 3.7% |
| o | 734 | 3.1% |
| i | 712 | 3.0% |
| 3 | 674 | 2.9% |
| 7 | 653 | 2.8% |
| 6 | 653 | 2.8% |
| Other values (56) | 13392 |
Avatar
Text
| Distinct | 138 |
|---|---|
| Distinct (%) | 27.8% |
| Missing | 3 |
| Missing (%) | 0.6% |
| Memory size | 32.2 KiB |
Length
| Max length | 20 |
|---|---|
| Median length | 15 |
| Mean length | 8.7867203 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4367 |
|---|---|
| Distinct characters | 45 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 16 ? |
|---|---|
| Unique (%) | 3.2% |
Sample
| 1st row | Violet |
|---|---|
| 2nd row | DarkGreen |
| 3rd row | Bisque |
| 4th row | SaddleBrown |
| 5th row | MediumAquaMarine |
| Value | Count | Frequency (%) |
| teal | 7 | 1.4% |
| greenyellow | 7 | 1.4% |
| cadetblue | 7 | 1.4% |
| cyan | 7 | 1.4% |
| slateblue | 7 | 1.4% |
| darkgoldenrod | 6 | 1.2% |
| deeppink | 6 | 1.2% |
| bisque | 6 | 1.2% |
| saddlebrown | 6 | 1.2% |
| orange | 6 | 1.2% |
| Other values (128) | 432 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 591 | 13.5% |
| a | 323 | 7.4% |
| i | 289 | 6.6% |
| r | 277 | 6.3% |
| l | 276 | 6.3% |
| n | 258 | 5.9% |
| o | 217 | 5.0% |
| t | 183 | 4.2% |
| u | 181 | 4.1% |
| d | 139 | 3.2% |
| Other values (35) | 1633 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3498 | |
| Uppercase Letter | 869 | 19.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 591 | |
| a | 323 | |
| i | 289 | 8.3% |
| r | 277 | 7.9% |
| l | 276 | 7.9% |
| n | 258 | 7.4% |
| o | 217 | 6.2% |
| t | 183 | 5.2% |
| u | 181 | 5.2% |
| d | 139 | 4.0% |
| Other values (15) | 764 |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 114 | |
| G | 103 | |
| S | 99 | |
| D | 86 | |
| L | 68 | |
| M | 60 | 6.9% |
| C | 49 | 5.6% |
| P | 48 | 5.5% |
| O | 37 | 4.3% |
| R | 36 | 4.1% |
| Other values (10) | 169 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4367 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 591 | 13.5% |
| a | 323 | 7.4% |
| i | 289 | 6.6% |
| r | 277 | 6.3% |
| l | 276 | 6.3% |
| n | 258 | 5.9% |
| o | 217 | 5.0% |
| t | 183 | 4.2% |
| u | 181 | 4.1% |
| d | 139 | 3.2% |
| Other values (35) | 1633 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4367 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 591 | 13.5% |
| a | 323 | 7.4% |
| i | 289 | 6.6% |
| r | 277 | 6.3% |
| l | 276 | 6.3% |
| n | 258 | 5.9% |
| o | 217 | 5.0% |
| t | 183 | 4.2% |
| u | 181 | 4.1% |
| d | 139 | 3.2% |
| Other values (35) | 1633 |
Avg._Session_Length
Real number (ℝ)
UNIQUE 
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.053194 |
| Minimum | 29.532429 |
|---|---|
| Maximum | 36.139662 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 29.532429 |
|---|---|
| 5-th percentile | 31.447373 |
| Q1 | 32.341822 |
| median | 33.082008 |
| Q3 | 33.711985 |
| 95-th percentile | 34.594109 |
| Maximum | 36.139662 |
| Range | 6.6072335 |
| Interquartile range (IQR) | 1.370163 |
Descriptive statistics
| Standard deviation | 0.99256311 |
|---|---|
| Coefficient of variation (CV) | 0.030029265 |
| Kurtosis | 0.011861628 |
| Mean | 33.053194 |
| Median Absolute Deviation (MAD) | 0.69453534 |
| Skewness | -0.032174807 |
| Sum | 16526.597 |
| Variance | 0.98518153 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 34.49726773 | 1 | 0.2% |
| 32.83789305 | 1 | 0.2% |
| 32.34279623 | 1 | 0.2% |
| 34.46151474 | 1 | 0.2% |
| 31.81642833 | 1 | 0.2% |
| 32.997459 | 1 | 0.2% |
| 32.01807401 | 1 | 0.2% |
| 31.82797906 | 1 | 0.2% |
| 32.3025531 | 1 | 0.2% |
| 32.13386241 | 1 | 0.2% |
| Other values (490) | 490 |
| Value | Count | Frequency (%) |
| 29.53242897 | 1 | |
| 30.39318454 | 1 | |
| 30.4925367 | 1 | |
| 30.57436368 | 1 | |
| 30.73772037 | 1 | |
| 30.81620065 | 1 | |
| 30.83643267 | 1 | |
| 30.87948434 | 1 | |
| 30.97167564 | 1 | |
| 31.04722214 | 1 |
| Value | Count | Frequency (%) |
| 36.13966249 | 1 | |
| 35.86023651 | 1 | |
| 35.74266981 | 1 | |
| 35.63085386 | 1 | |
| 35.53090415 | 1 | |
| 35.4331653 | 1 | |
| 35.37187609 | 1 | |
| 35.03928306 | 1 | |
| 35.03744996 | 1 | |
| 34.96760989 | 1 |
Time_on_App
Real number (ℝ)
| Distinct | 497 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 3 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.049587 |
| Minimum | 8.5081522 |
|---|---|
| Maximum | 15.126994 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 8.5081522 |
|---|---|
| 5-th percentile | 10.523744 |
| Q1 | 11.386776 |
| median | 11.982045 |
| Q3 | 12.752077 |
| 95-th percentile | 13.668065 |
| Maximum | 15.126994 |
| Range | 6.6188421 |
| Interquartile range (IQR) | 1.3653011 |
Descriptive statistics
| Standard deviation | 0.99559508 |
|---|---|
| Coefficient of variation (CV) | 0.082624833 |
| Kurtosis | 0.12243956 |
| Mean | 12.049587 |
| Median Absolute Deviation (MAD) | 0.68576388 |
| Skewness | -0.083595407 |
| Sum | 5988.6445 |
| Variance | 0.99120956 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12.65565115 | 1 | 0.2% |
| 11.35104901 | 1 | 0.2% |
| 12.81539265 | 1 | 0.2% |
| 11.40964462 | 1 | 0.2% |
| 11.9171157 | 1 | 0.2% |
| 14.28801459 | 1 | 0.2% |
| 12.58924056 | 1 | 0.2% |
| 10.07946345 | 1 | 0.2% |
| 12.46114744 | 1 | 0.2% |
| 11.97906148 | 1 | 0.2% |
| Other values (487) | 487 | |
| (Missing) | 3 | 0.6% |
| Value | Count | Frequency (%) |
| 8.508152176 | 1 | |
| 8.668349517 | 1 | |
| 9.316289204 | 1 | |
| 9.477777608 | 1 | |
| 9.607314688 | 1 | |
| 9.82440177 | 1 | |
| 9.846124909 | 1 | |
| 9.953995006 | 1 | |
| 9.954975969 | 1 | |
| 9.984514397 | 1 |
| Value | Count | Frequency (%) |
| 15.12699429 | 1 | |
| 14.71538754 | 1 | |
| 14.42649105 | 1 | |
| 14.32565494 | 1 | |
| 14.28801459 | 1 | |
| 14.22097911 | 1 | |
| 14.13289346 | 1 | |
| 14.12178384 | 1 | |
| 14.06938234 | 1 | |
| 14.03986726 | 1 |
Time_on_Website
Real number (ℝ)
| Distinct | 499 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.05886 |
| Minimum | 33.913847 |
|---|---|
| Maximum | 40.005182 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 33.913847 |
|---|---|
| 5-th percentile | 35.462146 |
| Q1 | 36.346012 |
| median | 37.06709 |
| Q3 | 37.714247 |
| 95-th percentile | 38.777222 |
| Maximum | 40.005182 |
| Range | 6.0913344 |
| Interquartile range (IQR) | 1.3682355 |
Descriptive statistics
| Standard deviation | 1.0108799 |
|---|---|
| Coefficient of variation (CV) | 0.027277686 |
| Kurtosis | -0.097591541 |
| Mean | 37.05886 |
| Median Absolute Deviation (MAD) | 0.68881895 |
| Skewness | 0.015910349 |
| Sum | 18492.371 |
| Variance | 1.0218782 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39.57766802 | 1 | 0.2% |
| 35.92159519 | 1 | 0.2% |
| 35.77778217 | 1 | 0.2% |
| 37.76668677 | 1 | 0.2% |
| 36.77386137 | 1 | 0.2% |
| 37.33224075 | 1 | 0.2% |
| 38.07066426 | 1 | 0.2% |
| 37.42899737 | 1 | 0.2% |
| 38.26906069 | 1 | 0.2% |
| 39.2488039 | 1 | 0.2% |
| Other values (489) | 489 |
| Value | Count | Frequency (%) |
| 33.91384725 | 1 | |
| 34.47687763 | 1 | |
| 34.48718475 | 1 | |
| 34.57402759 | 1 | |
| 34.64980005 | 1 | |
| 34.7797505 | 1 | |
| 34.81063145 | 1 | |
| 34.84561239 | 1 | |
| 34.89198327 | 1 | |
| 34.89409275 | 1 |
| Value | Count | Frequency (%) |
| 40.00518164 | 1 | |
| 39.67259096 | 1 | |
| 39.60037647 | 1 | |
| 39.57766802 | 1 | |
| 39.29404346 | 1 | |
| 39.25293095 | 1 | |
| 39.2488039 | 1 | |
| 39.24096484 | 1 | |
| 39.22071295 | 1 | |
| 39.13109673 | 1 |
Length_of_Membership
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5334616 |
| Minimum | 0.26990109 |
|---|---|
| Maximum | 6.9226893 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 0.26990109 |
|---|---|
| 5-th percentile | 1.8080268 |
| Q1 | 2.9304497 |
| median | 3.533975 |
| Q3 | 4.1265019 |
| 95-th percentile | 5.0813927 |
| Maximum | 6.9226893 |
| Range | 6.6527882 |
| Interquartile range (IQR) | 1.1960522 |
Descriptive statistics
| Standard deviation | 0.9992775 |
|---|---|
| Coefficient of variation (CV) | 0.28280412 |
| Kurtosis | 0.34900979 |
| Mean | 3.5334616 |
| Median Absolute Deviation (MAD) | 0.59694473 |
| Skewness | -0.10660805 |
| Sum | 1766.7308 |
| Variance | 0.99855553 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.082620633 | 1 | 0.2% |
| 1.823595183 | 1 | 0.2% |
| 3.872432042 | 1 | 0.2% |
| 4.350887844 | 1 | 0.2% |
| 2.964497876 | 1 | 0.2% |
| 2.804013693 | 1 | 0.2% |
| 2.61816531 | 1 | 0.2% |
| 2.974736815 | 1 | 0.2% |
| 3.53286158 | 1 | 0.2% |
| 3.349245383 | 1 | 0.2% |
| Other values (490) | 490 |
| Value | Count | Frequency (%) |
| 0.26990109 | 1 | |
| 0.7895199079 | 1 | |
| 0.80151572 | 1 | |
| 0.9364975973 | 1 | |
| 0.9686221157 | 1 | |
| 1.084585303 | 1 | |
| 1.13047696 | 1 | |
| 1.139093538 | 1 | |
| 1.200483857 | 1 | |
| 1.228112423 | 1 |
| Value | Count | Frequency (%) |
| 6.922689335 | 1 | |
| 6.401228838 | 1 | |
| 6.115198946 | 1 | |
| 6.076653638 | 1 | |
| 5.976768126 | 1 | |
| 5.840505876 | 1 | |
| 5.705940717 | 1 | |
| 5.705153971 | 1 | |
| 5.566384892 | 1 | |
| 5.493507201 | 1 |
Yearly_Amount_Spent
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 499.31404 |
| Minimum | 256.67058 |
|---|---|
| Maximum | 765.51846 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 256.67058 |
|---|---|
| 5-th percentile | 376.28998 |
| Q1 | 445.03828 |
| median | 498.88788 |
| Q3 | 549.31383 |
| 95-th percentile | 628.15325 |
| Maximum | 765.51846 |
| Range | 508.84788 |
| Interquartile range (IQR) | 104.27555 |
Descriptive statistics
| Standard deviation | 79.314782 |
|---|---|
| Coefficient of variation (CV) | 0.15884749 |
| Kurtosis | 0.46397553 |
| Mean | 499.31404 |
| Median Absolute Deviation (MAD) | 51.812862 |
| Skewness | 0.034790184 |
| Sum | 249657.02 |
| Variance | 6290.8346 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 587.951054 | 1 | 0.2% |
| 445.0621855 | 1 | 0.2% |
| 486.0834255 | 1 | 0.2% |
| 592.6884532 | 1 | 0.2% |
| 501.1224915 | 1 | 0.2% |
| 476.1392469 | 1 | 0.2% |
| 357.7831107 | 1 | 0.2% |
| 440.0027475 | 1 | 0.2% |
| 478.6009159 | 1 | 0.2% |
| 443.4418601 | 1 | 0.2% |
| Other values (490) | 490 |
| Value | Count | Frequency (%) |
| 256.6705823 | 1 | |
| 266.0863409 | 1 | |
| 275.9184207 | 1 | |
| 282.4712457 | 1 | |
| 298.7620079 | 1 | |
| 302.1895478 | 1 | |
| 304.1355916 | 1 | |
| 308.5277466 | 1 | |
| 314.4385183 | 1 | |
| 319.9288698 | 1 |
| Value | Count | Frequency (%) |
| 765.5184619 | 1 | |
| 744.2218671 | 1 | |
| 725.5848141 | 1 | |
| 712.3963268 | 1 | |
| 708.9351849 | 1 | |
| 700.9170916 | 1 | |
| 689.7876042 | 1 | |
| 689.2356998 | 1 | |
| 684.163431 | 1 | |
| 669.9871405 | 1 |
| Avg._Session_Length | Time_on_App | Time_on_Website | Length_of_Membership | Yearly_Amount_Spent | |
|---|---|---|---|---|---|
| Avg._Session_Length | 1.000 | 0.020 | -0.029 | 0.028 | 0.336 |
| Time_on_App | 0.020 | 1.000 | 0.020 | 0.010 | 0.411 |
| Time_on_Website | -0.029 | 0.020 | 1.000 | -0.021 | 0.000 |
| Length_of_Membership | 0.028 | 0.010 | -0.021 | 1.000 | 0.780 |
| Yearly_Amount_Spent | 0.336 | 0.411 | 0.000 | 0.780 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Address | Avatar | Avg._Session_Length | Time_on_App | Time_on_Website | Length_of_Membership | Yearly_Amount_Spent | ||
|---|---|---|---|---|---|---|---|---|
| 1 | mstephenson@fernandez.com | 835 Frank Tunnel\nWrightmouth, MI 82180-9605 | Violet | 34.49726772511229 | 12.655651149166752 | 39.57766801952616 | 4.082620632952961 | 587.9510539684005 |
| 2 | hduke@hotmail.com | 4547 Archer Common\nDiazchester, CA 06566-8576 | DarkGreen | 31.926272026360156 | 11.109460728682564 | 37.268958868297744 | 2.66403418213262 | 392.2049334443264 |
| 3 | pallen@yahoo.com | 24645 Valerie Unions Suite 582\nCobbborough, DC 99414-7564 | Bisque | 33.000914755642675 | 11.330278057777512 | 37.11059744212085 | 4.104543202376424 | 487.54750486747207 |
| 4 | riverarebecca@gmail.com | 1414 David Throughway\nPort Jason, OH 22070-1220 | SaddleBrown | 34.30555662975554 | 13.717513665142508 | 36.72128267790313 | 3.1201787827480914 | 581.8523440352178 |
| 5 | mstephens@davidson-herman.com | 14023 Rodriguez Passage\nPort Jacobville, PR 37242-1057 | MediumAquaMarine | 33.33067252364639 | 12.795188551078114 | 37.53665330059473 | 4.446308318351435 | 599.4060920457634 |
| 6 | alvareznancy@lucas.biz | 645 Martha Park Apt. 611\nJeffreychester, MN 67218-7250 | FloralWhite | 33.87103787934198 | 12.026925339755058 | 34.47687762925054 | 5.493507201364199 | 637.102447915074 |
| 7 | katherine20@yahoo.com | 68388 Reyes Lights Suite 692\nJosephbury, WV 92213-0247 | DarkSlateBlue | 32.02159550138701 | 11.366348309710526 | 36.683776152869605 | 4.6850172465709115 | 521.5721747578274 |
| 8 | awatkins@yahoo.com | Unit 6538 Box 8980\nDPO AP 09026-4941 | Aqua | 32.739142938380326 | 12.35195897300293 | 37.373358858547554 | 4.4342734348999375 | 549.9041461052942 |
| 9 | vchurch@walter-martinez.com | 860 Lee Key\nWest Debra, SD 97450-0495 | Salmon | 33.98777289568564 | 13.386235275676434 | 37.534497341555735 | 3.2734335777477144 | 570.2004089636195 |
| 10 | bonnie69@lin.biz | PSC 2734, Box 5255\nAPO AA 98456-7482 | Brown | 31.936548618448914 | NaN | 37.14516822352819 | 3.202806071553459 | 427.19938489532814 |
| Address | Avatar | Avg._Session_Length | Time_on_App | Time_on_Website | Length_of_Membership | Yearly_Amount_Spent | ||
|---|---|---|---|---|---|---|---|---|
| 491 | brian28@sanchez.org | 7446 Mary Ferry\nLake Sherryfurt, GA 49066-0207 | GhostWhite | 34.69559119111866 | 11.608997070875462 | 37.68487727530606 | 3.1630919310737573 | 510.40138845250476 |
| 492 | leonardhancock@hotmail.com | 64147 Alexander Station Apt. 474\nEast Jasonview, MN 83788 | SeaShell | 34.34392190842758 | 11.693058197072652 | 36.812934125501464 | 3.4470928961368963 | 510.50147847479735 |
| 493 | davidsonkathleen@gmail.com | 70128 Zimmerman Overpass\nRobertsshire, VA 59860 | DarkBlue | 33.680936949606156 | 11.201569884684467 | 37.83544772741218 | 2.208813678005546 | 403.8195198321978 |
| 494 | nathan84@lowery.net | 01242 Stephanie Ways Suite 003\nChurchville, MO 35617 | MediumSeaGreen | 32.06091439841006 | 12.625432642053951 | 35.539142427505084 | 5.412357839551379 | 627.603318713015 |
| 495 | kellydeborah@chan.biz | 354 Sanchez Wall Suite 884\nJuliabury, VI 39735 | DarkTurquoise | 33.431097102487136 | 13.35063168445937 | 37.96597162275134 | 2.768851943263104 | 510.661792219672 |
| 496 | lewisjessica@craig-evans.com | 4483 Jones Motorway Suite 872\nLake Jamiefurt, UT 75292 | Tan | 33.23765998436727 | 13.566159613087605 | 36.417984796396794 | 3.7465729731034663 | 573.8474377162277 |
| 497 | katrina56@gmail.com | 172 Owen Divide Suite 497\nWest Richard, CA 19320 | PaleVioletRed | 34.70252897286158 | 11.695736293481328 | 37.190267710452595 | 3.5765259152594644 | 529.0490041294304 |
| 498 | dale88@hotmail.com | 0787 Andrews Ranch Apt. 633\nSouth Chadburgh, TN 56128 | Cornsilk | 32.64677668060689 | 11.499409061002083 | 38.33257633196044 | 4.958264472618698 | 551.6201454762476 |
| 499 | cwilson@hotmail.com | 680 Jennifer Lodge Apt. 808\nBrendachester, TX 05000-5873 | Teal | 33.322501051305466 | 12.391422991118318 | 36.840085729767004 | 2.336484668112853 | 456.469510066298 |
| 500 | hannahwilson@davidson.com | 49791 Rachel Heights Apt. 898\nEast Drewborough, OR 55919-9528 | DarkMagenta | 33.71598091844986 | 12.418808324753911 | 35.771016191612965 | 2.735159567082275 | 497.7786422156802 |